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Counterfactual Explanation

Returns a contrastive argument that permits to achieve the desired class, e.g., “to obtain this loan, you need XXX of annual revenue instead of the current YYY”

Papers

Showing 5160 of 177 papers

TitleStatusHype
A Comparative Analysis of Counterfactual Explanation Methods for Text Classifiers0
Towards Unifying Evaluation of Counterfactual Explanations: Leveraging Large Language Models for Human-Centric AssessmentsCode0
Info-CELS: Informative Saliency Map Guided Counterfactual Explanation0
Global Graph Counterfactual Explanation: A Subgraph Mapping Approach0
Explaining Graph Neural Networks with Large Language Models: A Counterfactual Perspective for Molecular Property PredictionCode0
DMGNN: Detecting and Mitigating Backdoor Attacks in Graph Neural Networks0
Private Counterfactual Retrieval0
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks0
The Gaussian Discriminant Variational Autoencoder (GdVAE): A Self-Explainable Model with Counterfactual ExplanationsCode0
A Counterfactual Explanation Framework for Retrieval Models0
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